The document outlines an agenda for a session divided into two hours, covering a brief history, core concepts, example applications, and includes a group activity and discussion. It references various sources including major companies and literature on support vector machines and matrix factorization. The content emphasizes concepts like input-output models, expected outputs, loss functions, and applications in visual question answering.